Predictive and discriminative localization of pathology using high resolution class activation maps with CNNs

Purpose Existing class activation mapping (CAM) techniques extract the feature maps only from a single layer of the convolutional neural net (CNN), generally from the final layer and then interpolate to upsample to the original image resolution to locate the discriminative regions. Consequently thes...

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Bibliographic Details
Main Authors: Sumeet Shinde, Priyanka Tupe-Waghmare, Tanay Chougule, Jitender Saini, Madhura Ingalhalikar
Format: Article
Language:English
Published: PeerJ Inc. 2021-07-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-622.pdf